🚀 Pipeline Results Report

Generated: /root/verbalize-sampling

Experiments: 5

Metrics: diversity, ngram, creative_writing_v3, length

📋 Experiment Configurations

NameTaskMethodModelResponsesTemperature
direct (samples=1)poemdirectopenai/gpt-4.1-mini300.7
multi_turn [strict] (samples=5)poemmulti_turnopenai/gpt-4.1-mini300.7
sequence [strict] (samples=5)poemsequenceopenai/gpt-4.1-mini300.7
structure_with_prob [strict] (samples=5)poemstructure_with_probopenai/gpt-4.1-mini300.7
combined [strict] (samples=5)poemcombinedopenai/gpt-4.1-mini300.7

📝 Generation Examples

direct (samples=1)

Method: directTask: poem
Prompt:
Please write a poem inspired by the line: 'Truth! I shall speak you if I am in habit of listening to you,'
Response:
Truth! I shall speak you if I am in habit of listening to you,  A whisper carried on the wind, soft and true.  Not just words, but a quiet flame that burns inside,  A mirror held where shadows dare not hide.  To speak you, I must first unlearn the noise,  The clamor of doubts, the falsehoods and ploys.  I must lend my ear to silence, pure and deep,  Where honest echoes in the stillness keep.  Truth! I shall speak you only when my heart  Has opened wide, unguarded, ready to start  A journey inward, where the light reveals  The hidden wounds, the pain that heals.  For truth is not a sword to wield with pride,  But a gentle guide, a faithful tide.  It flows through listening, patient and kind,  Transforming blindness, freeing the mind.  So let me listen first, with reverent care,  To truth’s soft voice, so fragile and rare.  Then, with humble lips and spirit renewed,  I’ll speak you boldly, honest and true.
Method: directTask: poem
Prompt:
Please write a poem inspired by the line: 'Truth! I shall speak you if I am in habit of listening to you,'
Response:
Truth! I shall speak you if I am in habit of listening to you,  A whisper born within the quiet, where silence holds its due.  Not from loud proclamations or the clamor of the crowd,  But in the hush of moments when my heart is unavowed.  To speak you, Truth, I first must learn to bend my ear,  To catch the subtle murmurings that only stillness makes clear.  For words unheeded fall like leaves that wither on the ground,  Yet those that grow from listening take root and truly sound.  In habit lies the doorway, a patient, gentle art,  To open wide the channels where truth can enter heart.  No fleeting glance or hurried breath, but steady, quiet gaze,  Unraveling the tangled threads within life’s winding maze.  Truth! I shall speak you if I dwell within your light,  Not as a fleeting shadow, but as day dissolves the night.  So teach me, silent teacher, to listen deep and long,  That I may voice your essence clear, sincere, and strong.
Method: directTask: poem
Prompt:
Please write a poem inspired by the line: 'Truth! I shall speak you if I am in habit of listening to you,'
Response:
Truth! I shall speak you if I am in habit of listening to you,  A quiet guest that dwells within the chambers of my mind,  Not just a fleeting echo lost in careless noise,  But a steady flame that warms the heart and lights the way.  To speak you, Truth, I must first lean close and hear—  The whispered sigh beneath the clamor of my doubts,  The gentle pulse beneath the surface of my fears,  The silent song that only patience can reveal.  For truth is not a sword to strike, but a seed to tend,  A tender root that grows in fertile soil of thought,  Nourished by the rain of honesty and time,  Blooming only when I listen, truly listen, deep.  So I will speak you softly, humbly, yet with power,  Not to conquer, but to share and understand,  For only when I listen first, can I give voice to you—  Truth, my steadfast guide, my mirror, and my light.

multi_turn [strict] (samples=5)

Method: multi_turnTask: poem
Prompt:
Please write a poem inspired by the line: 'From childhood's hour I have not been'
Response:
From childhood’s hour I have not been  A stranger to the world unseen,  Where dreams like shadows softly fall,  And whispers echo through the hall.  The days were bright, yet tinged with grey,  As innocence slipped far away.  A fleeting touch, a silent plea,  The child within still longs to be.  Beneath the stars, the night’s embrace,  I search for that forgotten place—  Where laughter danced on carefree streams,  And hope was woven into dreams.  Though time has carved its steady line,  That tender spark remains divine.  From childhood’s hour, I have not been  Lost to the dark, but found within.
Method: multi_turnTask: poem
Prompt:
Please write a poem inspired by the line: 'From childhood's hour I have not been'
Response:
From childhood’s hour I have not been  A part of worlds too plain, too seen.  My heart has wandered far and wide,  Beyond the bounds where rules reside.  In secret groves and starlit skies,  Where wonder lives and magic flies,  I chased the echoes of my youth,  Embracing dreams, pursuing truth.  Though years have shaped my outward frame,  Inside, the child still burns the flame—  A spark of hope, a fearless light,  That guides me through the darkest night.  So from that hour, pure and bright,  I carry on with boundless flight,  For in the soul where childhood gleams,  Forever dwell our wildest dreams.
Method: multi_turnTask: poem
Prompt:
Please write a poem inspired by the line: 'From childhood's hour I have not been'
Response:
From childhood’s hour I have not been  A stranger to the unseen.  The world, a canvas vast and wide,  Where dreams and fears both coincide.  I walked through fields of whispered light,  Where day would dance into the night.  Yet shadows lingered close behind,  A silent echo in my mind.  Though years have passed and seasons flown,  That child’s voice remains my own.  A tender spark that still believes  In magic woven through the leaves.  From childhood’s hour, clear and bright,  I carry forth that guiding light—  A hope, a wonder, pure and true,  Forever young, forever new.

sequence [strict] (samples=5)

Method: sequenceTask: poem
Prompt:
Please write a poem inspired by the line: 'Truth! I shall speak you if I am in habit of listening to you,'
Response:
{'response': 'Truth! I shall speak you if I am in habit of listening to you,\nLike rivers that learn the song of mountains before they flow,\nIn silent valleys where the winds whisper secrets old and true,\nOnly then can my voice carry the wisdom you bestow.\n\nTo speak the truth, I must first be still and hear its gentle call,\nNot as thunder but as the soft murmur beneath the storm,\nFor truth is not a shout but a quiet, steady thrall,\nA patient flame that lights the heart and keeps it warm.\n\nSo let me listen, not just hear, with open ears and mind,\nTo the truths that linger in the spaces between words unsaid,\nThen I shall speak, with clarity and kindness intertwined,\nTruth, the seed from which all understanding is bred.', 'probability': 1.0}
Method: sequenceTask: poem
Prompt:
Please write a poem inspired by the line: 'Truth! I shall speak you if I am in habit of listening to you,'
Response:
{'response': 'Truth! I shall speak you if I am in habit of listening to you,\nA whispered guide through shadows where doubts accrue.\nIn silent hours, your voice breaks the night,\nA beacon steadfast, a piercing light.\n\nIf I tend my heart to hear your call,\nYour wisdom flows like an ancient thrall.\nNot in haste, nor in fleeting chance,\nBut in patient grace, I learn your dance.\n\nTo speak you, Truth, I first must be still,\nOpen my ears, bend to your will.\nFor words unearned are hollow, bare,\nBut spoken true, they fill the air.', 'probability': 1.0}
Method: sequenceTask: poem
Prompt:
Please write a poem inspired by the line: 'Truth! I shall speak you if I am in habit of listening to you,'
Response:
{'response': 'Truth! I shall speak you if I am in habit of listening to you,\nLike the dawn that greets the silent earth with hues anew.\nIn quiet moments, your voice is a gentle stream,\nFlowing through the chambers of my waking dream.\n\nTo speak your name, I must first hear your song,\nIn the stillness where right and wrong belong.\nFor words unearned are but hollow shells,\nTrue speech springs where sincerity dwells.\n\nSo let me listen, deep and true,\nTo the whispers of the world and the self I knew.\nThen, with a heart both brave and wise,\nI’ll speak your truth beneath open skies.', 'probability': 1.0}

structure_with_prob [strict] (samples=5)

Method: structure_with_probTask: poem
Prompt:
Please write a poem inspired by the line: 'Truth! I shall speak you if I am in habit of listening to you,'
Response:
Truth! I shall speak you if I am in habit of listening to you,
A whispered vow beneath the sky so blue.
For words unsaid are seeds that never grow,
Yet truth, when heard, can set the soul aglow.
In silence deep, I find your steady voice,
Guiding my heart, a steadfast, quiet choice.
To listen first is where all wisdom starts,
And speaking truth unites our parted hearts.
So let me lean into your gentle sound,
Where honesty and hope are truly found.
Truth! I shall speak you, in every breath I take,
If only in listening, my soul does wake.
Method: structure_with_probTask: poem
Prompt:
Please write a poem inspired by the line: 'Truth! I shall speak you if I am in habit of listening to you,'
Response:
Truth! I shall speak you if I am in habit of listening to you,
Whispered secrets in the hush of dawn, where shadows bend anew.
For only in the silent ear does honesty take root,
A tender vine entwined with trust, in soil absolute.
To speak the truth, a sacred art, born not of force or will,
But nurtured in the heart’s deep grove, where quiet voices spill.
If habit forms a bridge of sound, from soul to spoken word,
Then truth will flow like rivers wild, in every thought conferred.
So listen close, and I shall speak, in cadence pure and clear,
For truth is born in listening, its echo ever near.
Method: structure_with_probTask: poem
Prompt:
Please write a poem inspired by the line: 'Truth! I shall speak you if I am in habit of listening to you,'
Response:
Truth! I shall speak you if I am in habit of listening to you,
A dance of words where silence brews,
In quiet moments, whispers grow,
From seeds of thought, true voices flow.
To hear the world in honest light,
Is to embrace both dark and bright,
For only when the ear is still,
Can truth emerge, by earnest will.
So let me pause, and deeply hear,
The truths that dwell both far and near,
Then with my voice, I'll proudly stand,
A faithful herald of the land.

combined [strict] (samples=5)

Method: combinedTask: poem
Prompt:
Please write a poem inspired by the line: 'From childhood's hour I have not been'
Response:
From childhood's hour I have not been
A soul untouched by time's soft sheen,
But rather carved by winds of change,
In realms where innocence feels strange.

I wandered past the playground's gate,
Where laughter blooms and hearts elate,
Yet found within a silent plea,
A yearning for what could not be.

The echoes of a simpler dawn,
Fade swiftly as the days move on,
Yet in the shadows of my mind,
A spark of youth I strive to find.

Though age has woven lines and tales,
And life's vast ocean forged my sails,
The child within still softly dreams,
Beneath the stars' eternal beams.
Method: combinedTask: poem
Prompt:
Please write a poem inspired by the line: 'From childhood's hour I have not been'
Response:
From childhood's hour I have not been,
A traveler of realms unseen,
Forged not in playgrounds or in parks,
But in the shadows, silent sparks.

No lullabies to calm my nights,
No gentle hands, no guiding lights,
Yet in the void, a fire grew,
A fierce resolve, a vision true.

I danced with stars before the dawn,
In dreams where innocence was drawn,
A tapestry of fractured hues,
Woven from the paths I choose.

Though lost to time's familiar grace,
I carved my own uncharted space,
Where memories are myths untold,
And stories bloom in colors bold.

From childhood's hour, though absent there,
A spirit rose beyond despair,
Embracing all that lies between,
The unseen past and what might've been.
Method: combinedTask: poem
Prompt:
Please write a poem inspired by the line: 'From childhood's hour I have not been'
Response:
From childhood's hour I have not been,
A voyager lost to realms unseen,
No cradle’s song, no gentle grace,
Just echoes in an empty space.

Yet in this void, a garden grows,
Where stardust falls and wild wind blows,
A place where dreams defy the night,
And shadows dance in silver light.

Without the roots of yesteryears,
I built a ship from hopes and fears,
To sail beyond the known and known,
Into the vast, the overgrown.

My youth was not a tender bloom,
But fire—bright against the gloom,
A spark that shaped a soul anew,
Forged in the chaos, strong and true.

Though childhood’s hour I never claimed,
In every loss, a strength unnamed,
A story writ in whispered lore,
Of journeys that I still explore.

So here I stand, with open hand,
A stranger in a foreign land,
Yet in this space where time’s unseen,
I find my truth, my might, my dream.

📊 Results Summary

Diversity Results

Note: Detailed arrays excluded from table: pairwise_diversities
ExperimentAverage DiversityMin DiversityMax DiversityStd DiversityAverage Response LengthAverage Unique WordsAverage Vocabulary RichnessTotal Cost
direct (samples=1)0.04160.01220.21000.0128129.724397.14370.75220.0112
multi_turn [strict] (samples=5)0.04810.00010.15690.0141119.638390.21170.75780.0102
sequence [strict] (samples=5)0.04820.00870.18050.019371.102358.16480.82870.0075
structure_with_prob [strict] (samples=5)0.07400.02030.22840.024985.076767.92900.80530.0067
combined [strict] (samples=5)0.06950.00000.22520.0258142.6080105.80830.75010.0133

📈 Diversity Visualizations

Aggregate Metrics
Aggregate Metrics
Pairwise Diversities Distribution
Pairwise Diversities Distribution
Response Length Distribution
Response Length Distribution
Unique Words Distribution
Unique Words Distribution
Vocabulary Richness Distribution
Vocabulary Richness Distribution

Ngram Results

Note: Detailed arrays excluded from table: pairwise_rouge_l_scores
ExperimentAverage Rouge LMin Rouge LMax Rouge LStd Rouge LAverage Response Length
direct (samples=1)0.25670.00000.57820.0546129.7243
multi_turn [strict] (samples=5)0.24910.03400.99390.0532119.6383
sequence [strict] (samples=5)0.25880.08600.62220.052471.1023
structure_with_prob [strict] (samples=5)0.23050.01010.55140.052385.0767
combined [strict] (samples=5)0.20040.07581.00000.0366142.6080

📈 Ngram Visualizations

Aggregate Metrics
Aggregate Metrics
Pairwise Rouge L Scores Distribution
Pairwise Rouge L Scores Distribution
Response Length Distribution
Response Length Distribution

Creative_Writing_V3 Results

ExperimentAvg Surprising And CreativeAvg Overall Reader EngagementAvg Imagery And Descriptive QualityAvg Emotionally ComplexAvg Nuanced CharactersAvg Sentences Flow NaturallyAvg Well Earned Lightness Or DarknessAvg Average ScoreAvg Consistent Voicetone Of WritingAvg Elegant ProseAvg Emotionally EngagingAverage Score
direct (samples=1)0.44070.53510.58500.45150.32730.63980.51010.53980.73390.59480.55720.5377
multi_turn [strict] (samples=5)0.43440.53040.57460.44740.32800.63900.50810.53590.72900.59050.55220.5336
sequence [strict] (samples=5)0.40120.48930.53330.39930.27940.62030.46540.49720.69780.55880.49990.4947
structure_with_prob [strict] (samples=5)0.39560.48150.52220.39510.28980.61240.45660.49160.69160.55150.49380.4893
combined [strict] (samples=5)0.52020.58190.66430.49980.36480.66500.54470.58350.75520.62740.58200.5808

📈 Creative Writing V3 Visualizations

Average Score Distribution
Average Score Distribution
Aggregate Metrics
Aggregate Metrics
Consistent Voicetone Of Writing Distribution
Consistent Voicetone Of Writing Distribution
Elegant Prose Distribution
Elegant Prose Distribution
Emotionally Complex Distribution
Emotionally Complex Distribution
Emotionally Engaging Distribution
Emotionally Engaging Distribution
Imagery And Descriptive Quality Distribution
Imagery And Descriptive Quality Distribution
Nuanced Characters Distribution
Nuanced Characters Distribution
Overall Reader Engagement Distribution
Overall Reader Engagement Distribution
Sentences Flow Naturally Distribution
Sentences Flow Naturally Distribution
Well Earned Lightness Or Darkness Distribution
Well Earned Lightness Or Darkness Distribution

Length Results

ExperimentMean Token LengthMin Token LengthMax Token LengthTotal TokensNum Responses
direct (samples=1)184.8077112.0000301.0000554423.00003000.0000
multi_turn [strict] (samples=5)169.0423103.0000281.0000507127.00003000.0000
sequence [strict] (samples=5)126.088955.0000232.0000377258.00002992.0000
structure_with_prob [strict] (samples=5)110.312752.0000197.0000330938.00003000.0000
combined [strict] (samples=5)182.748080.0000353.0000654969.00003584.0000

📈 Length Visualizations

Aggregate Metrics
Aggregate Metrics
Token Length Distribution
Token Length Distribution

📈 Overall Comparison

📈 Comparison Chart Visualizations

Comparison Chart
Comparison Chart